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apple.com · Scientific and Technical Services · 160,915 employees

AI LeaderAgentic with governance#13
Score
90/100
Grade
A
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Agentic with governance with strong readiness signals: modern data foundation, retrieval/vector layer, agent framework signal; gaps: low AI hiring share (12%).

Pillar breakdown

01 · Data Foundation
Modern MDS, warehouse/lakehouse, orchestration, ELT, BI, vector/retrieval infra.
21.5/23
Strong
02 · AI-Native Build Capacity
LangChain, LlamaIndex, Semantic Kernel, LangGraph, CrewAI, AutoGen, DSPy, MCP, agent-builder tools.
16.0/16
Strong
03 · Stack Balance / Tool Mix Quality
AI-native vs MDS ratio, modern vs legacy MDS, coherent data→retrieval→agents→eval sequence.
13.0/13
Strong
04 · Eval, Observability, Governance
LangSmith, Arize Phoenix, Helicone, DeepEval, guarded-agent language, cross-functional governance.
11.7/14
Strong
05 · AI Hiring Investment / Momentum
AI job share & volume, JD tech mentions, AI/GenAI/LLM/agentic project mentions, team breadth.
16.1/22
Competitive
06 · Talent + Leadership
Senior agentic roles, AI leadership, senior data roles, Head of Data, exec data-platform roles.
12.0/12
Strong

Stack signals

Tool-mix flags
warehouse/lakehousetransformationdata orchestrationBIretrieval/vectorLLM provider/modelagent frameworkeval/observabilitylegacy analytics
Matched technologies
AWS AthenaAWS BedrockAWS EMRAWS GlueAWS RedshiftAWS SagemakerAgentic SystemsAgentic WorkflowsAi AgentsAlteryxAnthropic ClaudeApache AirflowApache IcebergApache OozieApache ParquetApache SparkApache SupersetAutoGenAutonomous AgentsAzure MLBERTChromaDBClaude CodeClickHouseCollibraCrewAIDSPyDagsterDataHub (Acryl)DatabricksDataikuDeepEvalDelta LakeDremioFAISSGCP Vertex AIGoogle BigQueryGoogle GeminiHaystackHuggingFace

Hiring & talent (last 3 months)

Matched AI jobs
640
Total jobs
5,320
AI job share
12.0%
Project AI mentions
108
Senior agentic roles
37
AI leadership
5
Distinct job functions
75
JD tech mentions
1,275

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